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Analytically compare two 3D heatmaps of the brain

I have two heatmaps of a 3D model of the brain, with the color of each pixel being an intensity of the response to a stimuli, and I want to get a metric of how "alike" those to heatmaps are, what can I use?

Here's an example of a heatmap